Comparison
litellm vs scaling-book
Verdict
Pick litellm when litellm is primarily Python; scaling-book is HTML; pick scaling-book when scaling-book is primarily HTML; litellm is Python.
Markdown twin · litellm alternatives · scaling-book alternatives
GraphCanon updated today
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Trust & integrity
| Signal | litellm | scaling-book |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Very active (2d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| Security (OSV) | 2 low (2 low) As of today · osv@v1 | No lockfile As of today · none |
Tagline
- litellm
- Python SDK and Proxy Server for calling multiple LLM APIs
- scaling-book
- Home for "How To Scale Your Model", a short blog-style textbook about scaling LLMs on TPUs
Stars
- litellm
- 53k
- scaling-book
- 1.3k
Forks
- litellm
- 9.7k
- scaling-book
- 179
Open issues
- litellm
- 3.9k
- scaling-book
- 8
Language
- litellm
- Python
- scaling-book
- HTML
Adopt for
- litellm
- litellm is a Python SDK and Proxy Server that facilitates the interaction with over 100 LLM APIs, offering features such as cost tracking, guardrails, load balancing, and logging.
- scaling-book
- -
Persona
- litellm
- -
- scaling-book
- -
Runtime
- litellm
- -
- scaling-book
- -
License
- litellm
- The licensing terms for LiteLLM are provided under a license type categorized as 'Other'; details of the exact license should be referenced directly from its source.
- scaling-book
- MIT
Last pushed
- litellm
- Jul 11, 2026
- scaling-book
- Jul 8, 2026
Categories
- litellm
- LLM Frameworks, Inference & Serving
- scaling-book
- LLM Frameworks, Inference & Serving
Trust and health
Days since push
- litellm
- 0d
- scaling-book
- 2d
Open issues (now)
- litellm
- 3.9k
- scaling-book
- 8
Security scan
- litellm
- 2 low (2 low)
- scaling-book
- No lockfile
Full report
- litellm
- Trust report
- scaling-book
- Trust report
Choose litellm if…
- litellm is primarily Python; scaling-book is HTML.
- License: litellm is Other, scaling-book is MIT.
- Pricing: While the core functionality is provided free, specific extended features might require a paid plan..
- Requirements: Requires Docker.
- Tags unique to litellm: llm, bedrock, ai-gateway, openai.
- litellm ships Docker support for self-hosted deployment.
- When you need to integrate multiple LLM (Language Learning Modelling) APIs into your application across different providers like Bedrock, Azure, OpenAI, VertexAI, Cohere, Anthropic, Sagemaker, Hugging
When NOT to use litellm
- If your project only requires interaction with a single LLM API and basic functionalities, litellm may be overkill.
Choose scaling-book if…
- scaling-book is primarily HTML; litellm is Python.
- License: scaling-book is MIT, litellm is Other.
- Tags unique to scaling-book: llms, html, roofline, llm-inference.
When NOT to use scaling-book
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (BerriAI/litellm) · observed Jul 11, 2026
- GitHub forks (BerriAI/litellm) · observed Jul 11, 2026
- Last push (BerriAI/litellm) · observed Jul 11, 2026
- License file (Other) · observed Jul 11, 2026
- Decision facts (enrichment) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (jax-ml/scaling-book) · observed Jul 11, 2026
- GitHub forks (jax-ml/scaling-book) · observed Jul 11, 2026
- Last push (jax-ml/scaling-book) · observed Jul 8, 2026
- License file (MIT) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: litellm 53k · scaling-book 1.3k (synced Jul 11, 2026).
Common questions
- What is the difference between litellm and scaling-book?
- litellm: Python SDK and Proxy Server for calling multiple LLM APIs. scaling-book: Home for "How To Scale Your Model", a short blog-style textbook about scaling LLMs on TPUs. See the comparison table for live GitHub stats and shared categories.
- When should I choose litellm over scaling-book?
- Choose litellm over scaling-book when litellm is primarily Python; scaling-book is HTML; License: litellm is Other, scaling-book is MIT; Pricing: While the core functionality is provided free, specific extended features might require a paid plan.; Requirements: Requires Docker; Tags unique to litellm: llm, bedrock, ai-gateway, openai; litellm ships Docker support for self-hosted deployment; When you need to integrate multiple LLM (Language Learning Modelling) APIs into your application across different providers like Bedrock, Azure, OpenAI, VertexAI, Cohere, Anthropic, Sagemaker, Hugging.
- When should I choose scaling-book over litellm?
- Choose scaling-book over litellm when scaling-book is primarily HTML; litellm is Python; License: scaling-book is MIT, litellm is Other; Tags unique to scaling-book: llms, html, roofline, llm-inference.
- When should I avoid litellm?
- If your project only requires interaction with a single LLM API and basic functionalities, litellm may be overkill.
- When should I avoid scaling-book?
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
- Is litellm or scaling-book more popular on GitHub?
- litellm has more GitHub stars (53,271 vs 1,258). Stars measure visibility, not whether either tool fits your constraints.
- Are litellm and scaling-book open source?
- Yes - both are open-source projects on GitHub (litellm: Other, scaling-book: MIT).
- Where can I find alternatives to litellm or scaling-book?
- GraphCanon lists graph-backed alternatives at litellm alternatives and scaling-book alternatives (litellm markdown twin, scaling-book markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, litellm or scaling-book?
- litellm: Very active. scaling-book: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for litellm and scaling-book?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: litellm trust report; scaling-book trust report.